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Online Classification Algorithm for Data Streams Based on Fast Iterative Kernel Principal Component Analysis

Published • Jan 1, 2009
NobleIDNI6P34W65R19S23
Authors:
Feng Wu
,
Yan Zhong
,
Aiping Li

Abstract

Several dimensionality-reduction techniques based on component analysis (CA) have been suggested for various data stream classification tasks and allow fast approximation. The variations of CA, such as PCA, KPCA and ICA, however, have limited dimensionality-reduction ability because of their high co...

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